- In short
- A business problem is AI-shaped when solving it requires language, reasoning, or unstructured judgment rather than pure deterministic computation. Tasks with a single, formula-derivable correct answer belong in traditional code; ambiguous, judgment-heavy tasks with acceptable variance in phrasing are candidates for Claude. The first architecture decision is whether the problem needs a model at all.
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